Industries

AI applied to real business problems

The same rigorous toolkit, focused where it counts. Each use case below links back to the capabilities that power it.

Finance

Detect risk, accelerate research, automate decisions.

From real-time fraud detection to grounded analyst research, we bring defensible, well-evaluated models to high-stakes financial decisions.

Real-time fraud & transaction anomaly detection

Balanced ensemble models that catch fraud while keeping false declines low.

Predictive Machine Learning Graph Intelligence

Analyst research assistants over filings & reports

RAG systems that answer cross-sector questions with page-level citations.

Generative AI & RAG

Credit risk & default scoring

Validated, explainable scoring models served behind production APIs.

Predictive Machine Learning MLOps & Deployment

Market & operational anomaly monitoring

Statistical and ML monitoring that surfaces what changed and why.

Data & Statistical Insight Predictive Machine Learning

Medicine & Healthcare

Augment clinicians with explainable AI.

Details

Diagnostic-grade computer vision and clinical knowledge assistants, designed for high recall and built to be interpreted, audited and trusted.

Medical image classification & triage

MRI, X-ray and pathology classifiers tuned to minimize missed findings.

Computer Vision & Deep Learning

Explainable diagnostic support

Attention heatmaps so clinicians see what drove each prediction.

Computer Vision & Deep Learning

Clinical literature & guideline Q&A

Assistants grounded in your protocols and the latest evidence, with sources.

Generative AI & RAG

Patient risk stratification

Predictive models that flag high-risk patients earlier in the pathway.

Predictive Machine Learning MLOps & Deployment

Manufacturing

Inspect, predict and optimize the line.

Details

Vision-based quality control, predictive maintenance and operational analytics that reduce downtime, scrap and disruption.

Automated visual defect & quality inspection

CNN inspection that catches defects faster and more consistently than manual QA.

Computer Vision & Deep Learning

Predictive maintenance & failure forecasting

Anomaly and time-aware models that predict failures before they stop the line.

Predictive Machine Learning

Operational disruption & throughput analytics

Statistical analysis that isolates the real drivers of delay and loss.

Data & Statistical Insight

Supply-chain network optimization

Graph models that reveal hidden dependencies and bottlenecks across suppliers.

Graph Intelligence

Cybersecurity

See threats in the data and in the graph.

Details

Threat classification, behavioral anomaly detection and graph-based intrusion analysis — augmented by AI assistants for the SOC.

Threat & malicious-content classification

Text and behavioral classifiers that separate threats from noise at scale.

Predictive Machine Learning Generative AI & RAG

Intrusion & lateral-movement detection

Graph neural networks that trace attack paths across hosts and identities.

Graph Intelligence

Log & behavioral anomaly detection

Unsupervised models that flag the abnormal without endless rules.

Predictive Machine Learning Data & Statistical Insight

AI-assisted SOC & threat-intel summarization

RAG assistants that summarize alerts and intel with linked evidence.

Generative AI & RAG

IT Automation

Automate knowledge work and operations.

Details

RAG-powered assistants, agentic workflows and production MLOps that take repetitive IT and knowledge work off your team's plate.

Internal knowledge assistants & runbooks

Grounded Q&A over your docs, wikis and runbooks — answers with sources.

Generative AI & RAG

Agentic workflow automation

LLM agents that triage, route and resolve repetitive multi-step tasks.

Generative AI & RAG

Intelligent document processing & ticket triage

Classification and extraction that route work to the right place automatically.

Predictive Machine Learning Generative AI & RAG

ML platform & deployment engineering

The pipelines, APIs and containers that keep models running in production.

MLOps & Deployment

Don't see your exact problem?

These are starting points, not a menu. Tell us your decision and we'll scope an approach.

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